SwarmClaw provides a runtime and framework for deploying autonomous AI agent swarms with hierarchical organization and delegation capabilities. It includes durable agent memory, MCP tool integration, heartbeat-based execution, scheduling, and runtime skill learning. Agents can orchestrate across Claude, GPT, Gemini, Ollama, and 22+ other LLM providers. The platform serves as an alternative to Claude Code and LangChain for teams seeking self-hosted, extensible multi-agent infrastructure.